The Polyak-Łojasiewicz Condition

Here is a loss that is not convex: f of w equals w zero squared, plus three times sine squared of w zero, plus w one squared.

Over the purple bands on the floor, the surface curves downward along w zero. Still, its only critical point is the minimum at the origin, where f star is zero.

The rest of the narration is in the book's Companion.